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Text mining in education

delete2019-08-04
delete118
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OA
AI
R
Rafael Ferreira Mello
M
M André
A
Anderson Pinheiro
E
Evandro Costa
C
Cristóbal Romero *
DOI:10.1002/widm.1332delete
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摘要

摘要

En 中文
The explosive growth of online education environments is generating a massive volume of data, specially in text format from forums, chats, social networks, assessments, essays, among others. It produces exciting challenges on how to mine text data in order to find useful knowledge for educational stakeholders. Despite the increasing number of educational applications of text mining published recently, we have not found any paper surveying them. In this line, this work presents a systematic overview of the current status of the Educational Text Mining field. Our final goal is to answer three main research questions: Which are the text mining techniques most used in educational environments? Which are the most used educational resources? And which are the main applications or educational goals? Finally, we outline the conclusions and the more interesting future trends. This article is categorized under: Application Areas > Education and Learning Ensemble Methods > Text Mining
Keyword:
educational text mining
natural language processing in education
text analytics
writing analytics
AI总结

AI总结

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期刊

Wiley Interdisciplinary Reviews-Data Mining and Knowledge Discovery 封面图
Wiley Interdisciplinary Reviews-Data Mining and Knowledge Discovery
IF:
11.7
论文数:
549
被引数:
5.3K

机构

Universidade Federal de Alagoas 封面图
Universidade Federal de Alagoas
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3.4K
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U
universidad de cordoba
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1.0W
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被引数: 6
U
universidade federal rural de pernambuco (ufrpe)
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被引数: 0
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